Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 937.6 KiB |
| Average record size in memory | 96.0 B |
Variable types
| NUM | 10 |
|---|---|
| CAT | 2 |
Reproduction
| Analysis started | 2020-03-04 15:22:41.767835 |
|---|---|
| Analysis finished | 2020-03-04 15:24:14.997139 |
| Version | pandas-profiling v2.5.3 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Percent_Of_Forces_Mobilized has 898 (9.0%) zeros | Zeros |
Allied_Nations
Real number (ℝ≥0)
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3178 |
|---|---|
| Minimum | 5 |
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 7 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 16 |
| Range | 11 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.748802159 |
|---|---|
| Coefficient of variation (CV) | 0.2102481616 |
| Kurtosis | 1.0669834 |
| Mean | 8.3178 |
| Median Absolute Deviation (MAD) | 1.36061364 |
| Skewness | 0.9151319924 |
| Sum | 83178 |
| Variance | 3.058308991 |
| Value | Count | Frequency (%) | |
| 8 | 2820 | 28.2% | |
| 7 | 2498 | 25.0% | |
| 9 | 1447 | 14.5% | |
| 10 | 1052 | 10.5% | |
| 6 | 872 | 8.7% | |
| 12 | 475 | 4.8% | |
| 11 | 451 | 4.5% | |
| 5 | 179 | 1.8% | |
| 13 | 144 | 1.4% | |
| 14 | 28 | 0.3% | |
| Other values (2) | 34 | 0.3% |
| Value | Count | Frequency (%) | |
| 5 | 179 | 1.8% | |
| 6 | 872 | 8.7% | |
| 7 | 2498 | 25.0% | |
| 8 | 2820 | 28.2% | |
| 9 | 1447 | 14.5% |
| Value | Count | Frequency (%) | |
| 16 | 27 | 0.3% | |
| 15 | 7 | 0.1% | |
| 14 | 28 | 0.3% | |
| 13 | 144 | 1.4% | |
| 12 | 475 | 4.8% |
Diplomatic_Meetings_Set
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 4 |
| Value | Count | Frequency (%) | |
| 1 | 5233 | 52.3% | |
| 0 | 4763 | 47.6% | |
| 2 | 4 | < 0.1% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 3 | 100.0% |
| Distinct count | 80 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27054800000000007 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 898 |
| Zeros (%) | 9.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.09 |
| median | 0.26 |
| Q3 | 0.43 |
| 95-th percentile | 0.6 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 0.1964336486 |
|---|---|
| Coefficient of variation (CV) | 0.7260584023 |
| Kurtosis | -0.8403427291 |
| Mean | 0.270548 |
| Median Absolute Deviation (MAD) | 0.166993072 |
| Skewness | 0.3102497686 |
| Sum | 2705.48 |
| Variance | 0.03858617831 |
| Value | Count | Frequency (%) | |
| 0 | 898 | 9.0% | |
| 0.49 | 416 | 4.2% | |
| 0.02 | 297 | 3.0% | |
| 0.24 | 289 | 2.9% | |
| 0.08 | 252 | 2.5% | |
| 0.26 | 216 | 2.2% | |
| 0.1 | 212 | 2.1% | |
| 0.42 | 204 | 2.0% | |
| 0.21 | 196 | 2.0% | |
| 0.31 | 195 | 1.9% | |
| Other values (70) | 6825 | 68.2% |
| Value | Count | Frequency (%) | |
| 0 | 898 | 9.0% | |
| 0.01 | 181 | 1.8% | |
| 0.02 | 297 | 3.0% | |
| 0.03 | 189 | 1.9% | |
| 0.04 | 155 | 1.6% |
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.1% | |
| 0.79 | 7 | 0.1% | |
| 0.78 | 9 | 0.1% | |
| 0.76 | 16 | 0.2% | |
| 0.75 | 6 | 0.1% |
Hostile_Nations
Real number (ℝ≥0)
| Distinct count | 14 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5023 |
|---|---|
| Minimum | 1 |
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.311780007 |
|---|---|
| Coefficient of variation (CV) | 0.5242297115 |
| Kurtosis | 27.7949184 |
| Mean | 2.5023 |
| Median Absolute Deviation (MAD) | 0.78611936 |
| Skewness | 4.352497103 |
| Sum | 25023 |
| Variance | 1.720766787 |
| Value | Count | Frequency (%) | |
| 2 | 6910 | 69.1% | |
| 3 | 1807 | 18.1% | |
| 4 | 432 | 4.3% | |
| 1 | 306 | 3.1% | |
| 6 | 203 | 2.0% | |
| 5 | 141 | 1.4% | |
| 8 | 73 | 0.7% | |
| 7 | 54 | 0.5% | |
| 9 | 30 | 0.3% | |
| 14 | 11 | 0.1% | |
| Other values (4) | 33 | 0.3% |
| Value | Count | Frequency (%) | |
| 1 | 306 | 3.1% | |
| 2 | 6910 | 69.1% | |
| 3 | 1807 | 18.1% | |
| 4 | 432 | 4.3% | |
| 5 | 141 | 1.4% |
| Value | Count | Frequency (%) | |
| 16 | 6 | 0.1% | |
| 15 | 7 | 0.1% | |
| 14 | 11 | 0.1% | |
| 13 | 9 | 0.1% | |
| 11 | 11 | 0.1% |
Active_Threats
Real number (ℝ≥0)
| Distinct count | 60 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.7543 |
|---|---|
| Minimum | 1.0 |
| Maximum | 72.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 7 |
| median | 13 |
| Q3 | 21 |
| 95-th percentile | 35 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 10.38890632 |
|---|---|
| Coefficient of variation (CV) | 0.6594330637 |
| Kurtosis | 1.895651554 |
| Mean | 15.7543 |
| Median Absolute Deviation (MAD) | 8.16312682 |
| Skewness | 1.232348629 |
| Sum | 157543 |
| Variance | 107.9293744 |
| Value | Count | Frequency (%) | |
| 6 | 885 | 8.8% | |
| 5 | 684 | 6.8% | |
| 15 | 470 | 4.7% | |
| 12 | 465 | 4.7% | |
| 10 | 454 | 4.5% | |
| 7 | 447 | 4.5% | |
| 9 | 441 | 4.4% | |
| 17 | 377 | 3.8% | |
| 11 | 368 | 3.7% | |
| 16 | 367 | 3.7% | |
| Other values (50) | 5042 | 50.4% |
| Value | Count | Frequency (%) | |
| 1 | 13 | 0.1% | |
| 2 | 10 | 0.1% | |
| 3 | 291 | 2.9% | |
| 4 | 279 | 2.8% | |
| 5 | 684 | 6.8% |
| Value | Count | Frequency (%) | |
| 72 | 9 | 0.1% | |
| 68 | 3 | < 0.1% | |
| 66 | 6 | 0.1% | |
| 57 | 11 | 0.1% | |
| 55 | 5 | 0.1% |
Inactive_Threats
Real number (ℝ≥0)
| Distinct count | 144 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.5346 |
|---|---|
| Minimum | 6.0 |
| Maximum | 289.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 21 |
| median | 37 |
| Q3 | 62 |
| 95-th percentile | 116 |
| Maximum | 289 |
| Range | 283 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 34.01264895 |
|---|---|
| Coefficient of variation (CV) | 0.7309109556 |
| Kurtosis | 4.807620511 |
| Mean | 46.5346 |
| Median Absolute Deviation (MAD) | 25.92556424 |
| Skewness | 1.669571947 |
| Sum | 465346 |
| Variance | 1156.860289 |
| Value | Count | Frequency (%) | |
| 28 | 273 | 2.7% | |
| 24 | 239 | 2.4% | |
| 14 | 229 | 2.3% | |
| 12 | 214 | 2.1% | |
| 20 | 212 | 2.1% | |
| 19 | 212 | 2.1% | |
| 23 | 200 | 2.0% | |
| 15 | 198 | 2.0% | |
| 13 | 196 | 2.0% | |
| 21 | 191 | 1.9% | |
| Other values (134) | 7836 | 78.4% |
| Value | Count | Frequency (%) | |
| 6 | 8 | 0.1% | |
| 7 | 36 | 0.4% | |
| 8 | 75 | 0.8% | |
| 9 | 111 | 1.1% | |
| 10 | 156 | 1.6% |
| Value | Count | Frequency (%) | |
| 289 | 7 | 0.1% | |
| 278 | 13 | 0.1% | |
| 165 | 7 | 0.1% | |
| 160 | 9 | 0.1% | |
| 155 | 5 | 0.1% |
Citizen_Fear_Index
Real number (ℝ≥0)
| Distinct count | 436 |
|---|---|
| Unique (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48663898678413764 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2577092511 |
| Q1 | 0.406020558 |
| median | 0.486784141 |
| Q3 | 0.5675477239 |
| 95-th percentile | 0.7143906021 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1615271659 |
Descriptive statistics
| Standard deviation | 0.1345518192 |
|---|---|
| Coefficient of variation (CV) | 0.2764920667 |
| Kurtosis | 0.8368357676 |
| Mean | 0.4866389868 |
| Median Absolute Deviation (MAD) | 0.102734544 |
| Skewness | 0.05851077877 |
| Sum | 4866.389868 |
| Variance | 0.01810419204 |
| Value | Count | Frequency (%) | |
| 0.4941262849 | 260 | 2.6% | |
| 0.5528634361 | 236 | 2.4% | |
| 0.5234948605 | 214 | 2.1% | |
| 0.5822320117 | 203 | 2.0% | |
| 0.5675477239 | 183 | 1.8% | |
| 0.5088105727 | 177 | 1.8% | |
| 0.4500734214 | 172 | 1.7% | |
| 0.5969162996 | 153 | 1.5% | |
| 0.4794419971 | 146 | 1.5% | |
| 0.4647577093 | 145 | 1.5% | |
| Other values (426) | 8111 | 81.1% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 0.009544787078 | 6 | 0.1% | |
| 0.04185022026 | 5 | 0.1% | |
| 0.05359765051 | 8 | 0.1% | |
| 0.05653450808 | 6 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.1% | |
| 0.9640234949 | 9 | 0.1% | |
| 0.9603524229 | 15 | 0.1% | |
| 0.9412628488 | 6 | 0.1% | |
| 0.9199706314 | 16 | 0.2% |
Closest_Threat_Distance(km)
Real number (ℝ≥0)
| Distinct count | 89 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 350.88575799999995 |
|---|---|
| Minimum | 290.44 |
| Maximum | 425.06 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 290.44 |
|---|---|
| 5-th percentile | 324.36 |
| Q1 | 340.26 |
| median | 350.86 |
| Q3 | 360.4 |
| 95-th percentile | 378.42 |
| Maximum | 425.06 |
| Range | 134.62 |
| Interquartile range (IQR) | 20.14 |
Descriptive statistics
| Standard deviation | 16.28574405 |
|---|---|
| Coefficient of variation (CV) | 0.04641323758 |
| Kurtosis | 0.7512898566 |
| Mean | 350.885758 |
| Median Absolute Deviation (MAD) | 12.6586391 |
| Skewness | 0.2317032194 |
| Sum | 3508857.58 |
| Variance | 265.2254592 |
| Value | Count | Frequency (%) | |
| 349.8 | 341 | 3.4% | |
| 345.56 | 338 | 3.4% | |
| 354.04 | 336 | 3.4% | |
| 351.92 | 329 | 3.3% | |
| 358.28 | 325 | 3.2% | |
| 356.16 | 296 | 3.0% | |
| 359.34 | 273 | 2.7% | |
| 352.98 | 260 | 2.6% | |
| 350.86 | 258 | 2.6% | |
| 347.68 | 246 | 2.5% | |
| Other values (79) | 6998 | 70.0% |
| Value | Count | Frequency (%) | |
| 290.44 | 3 | < 0.1% | |
| 303.16 | 6 | 0.1% | |
| 304.22 | 8 | 0.1% | |
| 305.28 | 14 | 0.1% | |
| 306.34 | 12 | 0.1% |
| Value | Count | Frequency (%) | |
| 425.06 | 14 | 0.1% | |
| 413.4 | 14 | 0.1% | |
| 408.1 | 5 | 0.1% | |
| 400.68 | 9 | 0.1% | |
| 397.5 | 10 | 0.1% |
Aircraft_Carriers_Responding
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 1 | |
|---|---|
| 0 | 1144 |
| 2 | 57 |
| Value | Count | Frequency (%) | |
| 1 | 8799 | 88.0% | |
| 0 | 1144 | 11.4% | |
| 2 | 57 | 0.6% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 3 | 100.0% |
Troops_Mobilized(thousands)
Real number (ℝ≥0)
| Distinct count | 65 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 917487.4133333334 |
|---|---|
| Minimum | 739200.0 |
| Maximum | 1311200.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 739200 |
|---|---|
| 5-th percentile | 809600 |
| Q1 | 836000 |
| median | 897600 |
| Q3 | 976800 |
| 95-th percentile | 1100000 |
| Maximum | 1311200 |
| Range | 572000 |
| Interquartile range (IQR) | 140800 |
Descriptive statistics
| Standard deviation | 92717.64016 |
|---|---|
| Coefficient of variation (CV) | 0.101056035 |
| Kurtosis | 0.07689012417 |
| Mean | 917487.4133 |
| Median Absolute Deviation (MAD) | 76855.73773 |
| Skewness | 0.8070937636 |
| Sum | 9174874133 |
| Variance | 8596560797 |
| Value | Count | Frequency (%) | |
| 836000 | 819 | 8.2% | |
| 827200 | 628 | 6.3% | |
| 880000 | 470 | 4.7% | |
| 809600 | 464 | 4.6% | |
| 862400 | 456 | 4.6% | |
| 818400 | 399 | 4.0% | |
| 924000 | 390 | 3.9% | |
| 844800 | 361 | 3.6% | |
| 853600 | 346 | 3.5% | |
| 968000 | 342 | 3.4% | |
| Other values (55) | 5325 | 53.2% |
| Value | Count | Frequency (%) | |
| 739200 | 17 | 0.2% | |
| 748000 | 4 | < 0.1% | |
| 765600 | 15 | 0.1% | |
| 774400 | 8 | 0.1% | |
| 792000 | 155 | 1.6% |
| Value | Count | Frequency (%) | |
| 1311200 | 6 | 0.1% | |
| 1232000 | 32 | 0.3% | |
| 1196800 | 29 | 0.3% | |
| 1193866.667 | 6 | 0.1% | |
| 1188000 | 6 | 0.1% |
DEFCON_Level
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6166 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8027881955 |
|---|---|
| Coefficient of variation (CV) | 0.3068058532 |
| Kurtosis | -0.08759390366 |
| Mean | 2.6166 |
| Median Absolute Deviation (MAD) | 0.68758976 |
| Skewness | 0.350630683 |
| Sum | 26166 |
| Variance | 0.6444688869 |
| Value | Count | Frequency (%) | |
| 2 | 4270 | 42.7% | |
| 3 | 3910 | 39.1% | |
| 4 | 1212 | 12.1% | |
| 1 | 498 | 5.0% | |
| 5 | 110 | 1.1% |
| Value | Count | Frequency (%) | |
| 1 | 498 | 5.0% | |
| 2 | 4270 | 42.7% | |
| 3 | 3910 | 39.1% | |
| 4 | 1212 | 12.1% | |
| 5 | 110 | 1.1% |
| Value | Count | Frequency (%) | |
| 5 | 110 | 1.1% | |
| 4 | 1212 | 12.1% | |
| 3 | 3910 | 39.1% | |
| 2 | 4270 | 42.7% | |
| 1 | 498 | 5.0% |
| Distinct count | 10000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6266.5542 |
|---|---|
| Minimum | 2 |
| Maximum | 12500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 629.95 |
| Q1 | 3139.75 |
| median | 6280.5 |
| Q3 | 9391.5 |
| 95-th percentile | 11892.05 |
| Maximum | 12500 |
| Range | 12498 |
| Interquartile range (IQR) | 6251.75 |
Descriptive statistics
| Standard deviation | 3610.170288 |
|---|---|
| Coefficient of variation (CV) | 0.5761013426 |
| Kurtosis | -1.198599895 |
| Mean | 6266.5542 |
| Median Absolute Deviation (MAD) | 3126.53067 |
| Skewness | -0.006091181042 |
| Sum | 62665542 |
| Variance | 13033329.51 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 3427 | 1 | < 0.1% | |
| 9582 | 1 | < 0.1% | |
| 3435 | 1 | < 0.1% | |
| 1386 | 1 | < 0.1% | |
| 7529 | 1 | < 0.1% | |
| 5480 | 1 | < 0.1% | |
| 11623 | 1 | < 0.1% | |
| 9574 | 1 | < 0.1% | |
| 7521 | 1 | < 0.1% | |
| Other values (9990) | 9990 | 99.9% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12500 | 1 | < 0.1% | |
| 12499 | 1 | < 0.1% | |
| 12498 | 1 | < 0.1% | |
| 12497 | 1 | < 0.1% | |
| 12496 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| Allied_Nations | Diplomatic_Meetings_Set | Percent_Of_Forces_Mobilized | Hostile_Nations | Active_Threats | Inactive_Threats | Citizen_Fear_Index | Closest_Threat_Distance(km) | Aircraft_Carriers_Responding | Troops_Mobilized(thousands) | DEFCON_Level | ID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 16 | 1 | 0.67 | 3 | 6.0 | 25.0 | 0.787812 | 324.36 | 1 | 862400.0 | 3 | 7570 |
| 1 | 8 | 1 | 0.11 | 2 | 38.0 | 48.0 | 0.419236 | 359.34 | 0 | 959200.0 | 4 | 12128 |
| 2 | 9 | 1 | 0.49 | 3 | 32.0 | 69.0 | 0.582232 | 332.84 | 1 | 836000.0 | 3 | 2181 |
| 3 | 7 | 0 | 0.30 | 2 | 31.0 | 52.0 | 0.589574 | 358.28 | 1 | 924000.0 | 3 | 5946 |
| 4 | 8 | 1 | 0.12 | 5 | 13.0 | 42.0 | 0.552863 | 364.64 | 0 | 968000.0 | 2 | 9054 |
| 5 | 6 | 1 | 0.10 | 2 | 4.0 | 11.0 | 0.508811 | 387.96 | 1 | 880000.0 | 2 | 10947 |
| 6 | 7 | 1 | 0.08 | 2 | 42.0 | 52.0 | 0.357562 | 349.80 | 1 | 1038400.0 | 4 | 4717 |
| 7 | 8 | 1 | 0.10 | 2 | 34.0 | 45.0 | 0.378120 | 348.74 | 1 | 1038400.0 | 4 | 8008 |
| 8 | 10 | 0 | 0.65 | 7 | 18.0 | 39.0 | 0.656388 | 333.90 | 1 | 959200.0 | 2 | 8179 |
| 9 | 8 | 0 | 0.29 | 3 | 18.0 | 58.0 | 0.618943 | 349.80 | 1 | 800800.0 | 2 | 6324 |
Last rows
| Allied_Nations | Diplomatic_Meetings_Set | Percent_Of_Forces_Mobilized | Hostile_Nations | Active_Threats | Inactive_Threats | Citizen_Fear_Index | Closest_Threat_Distance(km) | Aircraft_Carriers_Responding | Troops_Mobilized(thousands) | DEFCON_Level | ID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 7 | 1 | 0.07 | 3 | 6.0 | 18.0 | 0.450073 | 364.64 | 1 | 950400.0 | 3 | 193 |
| 9991 | 7 | 0 | 0.22 | 2 | 21.0 | 51.0 | 0.420705 | 354.04 | 1 | 818400.0 | 2 | 12323 |
| 9992 | 13 | 1 | 0.45 | 6 | 19.0 | 64.0 | 0.964023 | 349.80 | 1 | 950400.0 | 3 | 9869 |
| 9993 | 10 | 1 | 0.31 | 2 | 30.0 | 92.0 | 0.802496 | 341.32 | 1 | 915200.0 | 3 | 5842 |
| 9994 | 9 | 0 | 0.30 | 2 | 20.0 | 72.0 | 0.501468 | 332.84 | 1 | 862400.0 | 2 | 11039 |
| 9995 | 11 | 1 | 0.49 | 5 | 5.0 | 13.0 | 0.919971 | 329.66 | 1 | 1029600.0 | 4 | 11493 |
| 9996 | 10 | 0 | 0.52 | 2 | 14.0 | 28.0 | 0.433921 | 348.74 | 1 | 1047200.0 | 3 | 305 |
| 9997 | 7 | 1 | 0.13 | 2 | 25.0 | 42.0 | 0.470631 | 366.76 | 1 | 941600.0 | 3 | 612 |
| 9998 | 10 | 1 | 0.42 | 2 | 21.0 | 84.0 | 0.662996 | 348.74 | 1 | 836000.0 | 2 | 4963 |
| 9999 | 8 | 1 | 0.24 | 2 | 15.0 | 105.0 | 0.423642 | 355.10 | 1 | 862400.0 | 2 | 9387 |